# Evaluating the Readability of Pediatric Neurocutaneous Syndromes–Related Patient Education Material Created by a Custom GPT With Retrieval Augmentation

**Authors:** Nneka Ede, Robyn Okereke

PMC · DOI: 10.2196/59054 · 2025-07-16

## TL;DR

This study shows that a custom GPT can create patient education materials about neurocutaneous syndromes that are easier to read.

## Contribution

The novel use of retrieval augmentation in a GPT to improve readability without explicit prompts for reading level.

## Key findings

- A custom GPT with retrieval augmentation can generate patient education materials for neurocutaneous syndromes.
- The generated materials have improved readability compared to standard outputs.
- The system does not require explicit instructions for a specific reading level.

## Abstract

In our study, we developed a GPT assistant with a custom knowledge base for neurocutaneous diseases, tested its ability to answer common patient questions, and showed that a GPT using retrieval augmentation generation can improve the readability of patient educational material without being prompted for a specific reading level.

## Full-text entities

- **Diseases:** Neurocutaneous Syndromes (MESH:D020752)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC12286582/full.md

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Source: https://tomesphere.com/paper/PMC12286582